Data Completeness & Data Consistency for Covid 19 Dataset

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns

# Load your dataset into a DataFrame
df1 = pd.read_csv('COVID_19_Hospitalization_Trends_Report_Data_file_20230602.csv')

# 1. Data Completeness - Missing Values
missing_percentage = (df1.isnull().sum() / len(df1)) * 100
print("Data Completeness - Missing Values:")
print(missing_percentage)

# 2. Data Consistency - Duplicate Records
duplicates = df1[df1.duplicated()]
duplicate_percentage = (len(duplicates) / len(df1)) * 100
print("\nData Consistency - Duplicate Records:")
print(f"Number of Duplicate Records: {len(duplicates)}")
print(f"Percentage of Duplicate Records: {duplicate_percentage}%")

# 1. Data Completeness - Missing Values
missing_percentage = (df1.isnull().sum() / len(df1)) * 100

# Visualize missing values using a bar plot
plt.figure(figsize=(10, 6))
sns.barplot(x=missing_percentage.index, y=missing_percentage.values)
plt.xticks(rotation=90)
plt.title('Percentage of Missing Values by Attribute')
plt.xlabel('Attribute')
plt.ylabel('Percentage Missing')
plt.show()

# 2. Data Consistency - Duplicate Records
duplicates = df1[df1.duplicated()]
duplicate_percentage = (len(duplicates) / len(df1)) * 100

# Visualize duplicate records
plt.figure(figsize=(6, 4))
sns.countplot(data=duplicates)
plt.xticks(rotation=90)
plt.title('Duplicate Records Count')
plt.xlabel('Number of Duplicates')
plt.ylabel('Frequency')
plt.show()

Data Completeness - Missing Values:
Year                         0.000000
Month                        0.000000
Bene_Geo_Desc                0.000000
Bene_Mdcd_Mdcr_Enrl_Stus     0.000000
Bene_Race_Desc               0.000000
Bene_Sex_Desc                0.000000
Bene_Mdcr_Entlmt_Stus        0.000000
Bene_Age_Desc                0.000000
Bene_RUCA_Desc               0.000000
Total_Hosp                  19.713975
Total_Enrl                   0.313301
Total_Hosp_Per100K          19.778478
Avg_LOS                     25.445532
Pct_Dschrg_SNF              25.445532
Pct_Dschrg_Expired          25.445532
Pct_Dschrg_Home             25.445532
Pct_Dschrg_Hspc             25.445532
Pct_Dschrg_HomeHealth       25.445532
Pct_Dschrg_Other            25.445532
dtype: float64

Data Consistency - Duplicate Records:
Number of Duplicate Records: 0
Percentage of Duplicate Records: 0.0%

Quality Score for Data Completeness and Data Consistency

# 1. Data Completeness - Missing Values
missing_percentage = (df1.isnull().sum() / len(df1)) * 100
data_completeness_score = 100 - missing_percentage.mean()

# 2. Data Consistency - Duplicate Records
duplicates = df1[df1.duplicated()]
duplicate_percentage = (len(duplicates) / len(df1)) * 100
data_consistency_score = 100 - duplicate_percentage

# Calculate an overall quality score
quality_score = (data_completeness_score + data_consistency_score) / 2

print("Data Completeness - Missing Values:")
print(missing_percentage)
print(f"Data Completeness Score: {data_completeness_score}%")

print("\nData Consistency - Duplicate Records:")
print(f"Number of Duplicate Records: {len(duplicates)}")
print(f"Percentage of Duplicate Records: {duplicate_percentage}%")
print(f"Data Consistency Score: {data_consistency_score}%")

print(f"Overall Quality Score: {quality_score}%")

Data Completeness - Missing Values:
Year                         0.000000
Month                        0.000000
Bene_Geo_Desc                0.000000
Bene_Mdcd_Mdcr_Enrl_Stus     0.000000
Bene_Race_Desc               0.000000
Bene_Sex_Desc                0.000000
Bene_Mdcr_Entlmt_Stus        0.000000
Bene_Age_Desc                0.000000
Bene_RUCA_Desc               0.000000
Total_Hosp                  19.713975
Total_Enrl                   0.313301
Total_Hosp_Per100K          19.778478
Avg_LOS                     25.445532
Pct_Dschrg_SNF              25.445532
Pct_Dschrg_Expired          25.445532
Pct_Dschrg_Home             25.445532
Pct_Dschrg_Hspc             25.445532
Pct_Dschrg_HomeHealth       25.445532
Pct_Dschrg_Other            25.445532
dtype: float64
Data Completeness Score: 88.53029072931125%

Data Consistency - Duplicate Records:
Number of Duplicate Records: 0
Percentage of Duplicate Records: 0.0%
Data Consistency Score: 100.0%
Overall Quality Score: 94.26514536465562%

Data Completeness & Data Consistency for Faclevel Dataset

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns

# Load your dataset into a DataFrame
df2 = pd.read_csv('faclevel_06.07.2020.csv')

# 1. Data Completeness - Missing Values
missing_percentage = (df2.isnull().sum() / len(df2)) * 100
print("Data Completeness - Missing Values:")
print(missing_percentage)

# 2. Data Consistency - Duplicate Records
duplicates = df2[df2.duplicated()]
duplicate_percentage = (len(duplicates) / len(df2)) * 100
print("\nData Consistency - Duplicate Records:")
print(f"Number of Duplicate Records: {len(duplicates)}")
print(f"Percentage of Duplicate Records: {duplicate_percentage}%")

# 1. Data Completeness - Missing Values
missing_percentage = (df2.isnull().sum() / len(df2)) * 100

# Visualize missing values using a bar plot
plt.figure(figsize=(10, 6))
sns.barplot(x=missing_percentage.index, y=missing_percentage.values)
plt.xticks(rotation=90)
plt.title('Percentage of Missing Values by Attribute')
plt.xlabel('Attribute')
plt.ylabel('Percentage Missing')
plt.show()

# 2. Data Consistency - Duplicate Records
duplicates = df2[df2.duplicated()]
duplicate_percentage = (len(duplicates) / len(df2)) * 100

# Visualize duplicate records
plt.figure(figsize=(6, 4))
sns.countplot(data=duplicates)
plt.xticks(rotation=90)
plt.title('Duplicate Records Count')
plt.xlabel('Number of Duplicates')
plt.ylabel('Frequency')
plt.show()

Data Completeness - Missing Values:
Week Ending                                                                     0.000000
Federal Provider Number                                                         0.000000
Provider Name                                                                   0.017300
Provider Address                                                                0.017300
Provider City                                                                   0.017300
Provider State                                                                  0.017300
Provider Zip Code                                                               0.017300
Submitted Data                                                                  0.000000
Passed Quality Assurance Check                                                  7.064700
Residents Weekly Admissions COVID-19                                            7.393392
Residents Total Admissions COVID-19                                             7.393392
Residents Weekly Confirmed COVID-19                                             7.393392
Residents Total Confirmed COVID-19                                              7.393392
Residents Weekly Suspected COVID-19                                             7.393392
Residents Total Suspected COVID-19                                              7.393392
Residents Weekly All Deaths                                                     7.393392
Residents Total All Deaths                                                      7.393392
Residents Weekly COVID-19 Deaths                                                7.393392
Residents Total COVID-19 Deaths                                                 7.393392
Number of All Beds                                                              7.838855
Total Number of Occupied Beds                                                   7.590174
Resident Access to Testing in Facility                                          8.072399
Laboratory Type Is State Health Dept                                            8.072399
Laboratory Type Is Private Lab                                                  8.072399
Laboratory Type Is Other                                                        8.072399
Staff Weekly Confirmed COVID-19                                                 7.393392
Staff Total Confirmed COVID-19                                                  7.393392
Staff Weekly Suspected COVID-19                                                 7.393392
Staff Total Suspected COVID-19                                                  7.393392
Staff Weekly COVID-19 Deaths                                                    7.393392
Staff Total COVID-19 Deaths                                                     7.393392
Shortage of Nursing Staff                                                       8.680045
Shortage of Clinical Staff                                                      8.682207
Shortage of Aides                                                               8.680045
Shortage of Other Staff                                                         8.682207
Any Current Supply of N95 Masks                                                 8.755730
One-Week Supply of N95 Masks                                                    8.760055
Any Current Supply of Surgical Masks                                            8.760055
One-Week Supply of Surgical Masks                                               8.760055
Any Current Supply of Eye Protection                                            8.760055
One-Week Supply of Eye Protection                                               8.760055
Any Current Supply of Gowns                                                     8.760055
One-Week Supply of Gowns                                                        8.762218
Any Current Supply of Gloves                                                    8.760055
One-Week Supply of Gloves                                                       8.760055
Any Current Supply of Hand Sanitizer                                            8.766543
One-Week Supply of Hand Sanitizer                                               8.770868
Ventilator Dependent Unit                                                      10.455410
Number of Ventilators in Facility                                              96.609290
Number of Ventilators in Use for COVID-19                                      96.609290
Any Current Supply of Ventilator Supplies                                      96.611452
One-Week Supply of Ventilator Supplies                                         96.609290
Total Resident Confirmed COVID-19 Cases Per 1,000 Residents                     7.825880
Total Resident COVID-19 Deaths Per 1,000 Residents                              7.825880
Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases    72.212611
dtype: float64

Data Consistency - Duplicate Records:
Number of Duplicate Records: 0
Percentage of Duplicate Records: 0.0%

Quality score for data completenss and data consistency

# 1. Data Completeness - Missing Values
missing_percentage = (df2.isnull().sum() / len(df2)) * 100
data_completeness_score = 100 - missing_percentage.mean()

# 2. Data Consistency - Duplicate Records
duplicates = df2[df2.duplicated()]
duplicate_percentage = (len(duplicates) / len(df2)) * 100
data_consistency_score = 100 - duplicate_percentage

# Calculate overall data quality score
overall_quality_score = (data_completeness_score + data_consistency_score) / 2

print("Data Quality Scores:")
print(f"Data Completeness Score: {data_completeness_score}")
print(f"Data Consistency Score: {data_consistency_score}")
print(f"Overall Data Quality Score: {overall_quality_score}")

Data Quality Scores:
Data Completeness Score: 85.49484552295728
Data Consistency Score: 100.0
Overall Data Quality Score: 92.74742276147865

Outliers for Covid 19 Dataset

import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt


# Specify the columns to analyze for outliers
columns_to_check = ['Total_Hosp', 'Total_Enrl', 'Total_Hosp_Per100K', 'Avg_LOS',
                    'Pct_Dschrg_SNF', 'Pct_Dschrg_Expired', 'Pct_Dschrg_Home',
                    'Pct_Dschrg_Hspc', 'Pct_Dschrg_HomeHealth', 'Pct_Dschrg_Other']

# Create a figure to display the data and outliers
plt.figure(figsize=(16, 10))

# Loop through the specified columns
for i, column_name in enumerate(columns_to_check, 1):
    plt.subplot(2, 5, i)

    # Create a boxplot to visualize the distribution
    sns.boxplot(data=df1, y=column_name)
    plt.title(f'Boxplot for {column_name}')

    # Calculate the Interquartile Range (IQR)
    Q1 = df1[column_name].quantile(0.25)
    Q3 = df1[column_name].quantile(0.75)
    IQR = Q3 - Q1

    # Define the lower and upper bounds to identify outliers
    lower_bound = Q1 - 1.5 * IQR
    upper_bound = Q3 + 1.5 * IQR

    # Identify outliers
    outliers = df1[(df1[column_name] < lower_bound) | (df1[column_name] > upper_bound)]

    # Plot the outliers as red points on the boxplot
    sns.scatterplot(data=outliers, x=outliers.index, y=column_name, color='red', label='Outliers')

# Adjust layout
plt.tight_layout()

# Show the plot
plt.show()

# Print the identified outliers for each column
for column_name in columns_to_check:
    print(f'Outliers in {column_name}:')
    print(outliers)

Outliers in Total_Hosp:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]
Outliers in Total_Enrl:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]
Outliers in Total_Hosp_Per100K:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]
Outliers in Avg_LOS:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]
Outliers in Pct_Dschrg_SNF:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]
Outliers in Pct_Dschrg_Expired:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]
Outliers in Pct_Dschrg_Home:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]
Outliers in Pct_Dschrg_Hspc:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]
Outliers in Pct_Dschrg_HomeHealth:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]
Outliers in Pct_Dschrg_Other:
       Year        Month  Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
1259   2020            1       National                      All   
1359   2020            2       National                      All   
1404   2020            2       National                      All   
1432   2020            2       National                      All   
1478   2020            3       National                      All   
...     ...          ...            ...                      ...   
53215  2022  Second half   North Dakota                      All   
53411  2022  Second half           Utah                      All   
53438  2022  Second half        Vermont                      All   
53440  2022  Second half        Vermont                      All   
53493  2022  Second half  West Virginia                      All   

                      Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus  \
1259                        Hispanic           All              Disabled   
1359          Asian/Pacific Islander          Male                   All   
1404          Asian/Pacific Islander           All                   All   
1432          Black/African American           All                   All   
1478   American Indian/Alaska Native          Male                   All   
...                              ...           ...                   ...   
53215                            All           All                  ESRD   
53411         Black/African American           All                   All   
53438                            All           All              Disabled   
53440                            All           All                   All   
53493                       Hispanic           All                   All   

      Bene_Age_Desc Bene_RUCA_Desc  Total_Hosp  Total_Enrl  \
1259            All            All        45.0    958664.0   
1359            All            All        26.0    952855.0   
1404          65-74            All        19.0   1147659.0   
1432            All          Rural        18.0    747724.0   
1478            All            All        61.0    116532.0   
...             ...            ...         ...         ...   
53215           All            All        35.0      5029.0   
53411           All            All        19.0     17552.0   
53438           All            All        99.0    119506.0   
53440          0-64            All       102.0    120583.0   
53493           All            All        16.0     15140.0   

       Total_Hosp_Per100K  Avg_LOS  Pct_Dschrg_SNF  Pct_Dschrg_Expired  \
1259               4.6940  15.2000          0.0222              0.0667   
1359               2.7286  16.8846          0.0769              0.2308   
1404               1.6555  28.9474          0.0526              0.0526   
1432               2.4073  64.1667          0.1111              0.0000   
1478              52.3461  17.0000          0.0820              0.4426   
...                   ...      ...             ...                 ...   
53215            695.9634   9.0000          0.1143              0.0857   
53411            108.2498   6.4211          0.1579              0.0000   
53438             82.8410  20.5556          0.0707              0.0606   
53440             84.5890  20.2549          0.0784              0.0588   
53493            105.6803   5.8750          0.0000              0.0625   

       Pct_Dschrg_Home  Pct_Dschrg_Hspc  Pct_Dschrg_HomeHealth  \
1259            0.6000           0.0000                 0.1556   
1359            0.3846           0.0000                 0.1154   
1404            0.6316           0.0000                 0.0526   
1432            0.4444           0.0000                 0.2222   
1478            0.3115           0.0000                 0.0164   
...                ...              ...                    ...   
53215           0.5143           0.0286                 0.0857   
53411           0.2105           0.1579                 0.3158   
53438           0.5354           0.0101                 0.1717   
53440           0.5294           0.0098                 0.1765   
53493           0.5000           0.0625                 0.1875   

       Pct_Dschrg_Other  
1259             0.1556  
1359             0.1923  
1404             0.2105  
1432             0.2222  
1478             0.1475  
...                 ...  
53215            0.1714  
53411            0.1579  
53438            0.1515  
53440            0.1471  
53493            0.1875  

[1357 rows x 19 columns]

Quality Score for Outliers

# Specify the columns to analyze for outliers
columns_to_check = ['Total_Hosp', 'Total_Enrl', 'Total_Hosp_Per100K', 'Avg_LOS',
                    'Pct_Dschrg_SNF', 'Pct_Dschrg_Expired', 'Pct_Dschrg_Home',
                    'Pct_Dschrg_Hspc', 'Pct_Dschrg_HomeHealth', 'Pct_Dschrg_Other']

# Create a figure to display the data and outliers
plt.figure(figsize=(16, 10))

outlier_counts = {}  # Store outlier counts for each column
total_data_points = len(df1)  # Total data points in the dataset

# Loop through the specified columns
for i, column_name in enumerate(columns_to_check, 1):
    plt.subplot(2, 5, i)

    # Create a boxplot to visualize the distribution
    sns.boxplot(data=df1, y=column_name)
    plt.title(f'Boxplot for {column_name}')

    # Calculate the Interquartile Range (IQR)
    Q1 = df1[column_name].quantile(0.25)
    Q3 = df1[column_name].quantile(0.75)
    IQR = Q3 - Q1

    # Define the lower and upper bounds to identify outliers
    lower_bound = Q1 - 1.5 * IQR
    upper_bound = Q3 + 1.5 * IQR

    # Identify outliers
    outliers = df1[(df1[column_name] < lower_bound) | (df1[column_name] > upper_bound)]
    outlier_counts[column_name] = len(outliers)

    # Plot the outliers as red points on the boxplot
    sns.scatterplot(data=outliers, x=outliers.index, y=column_name, color='red', label='Outliers')



# Print the identified outliers for each column
for column_name in columns_to_check:
    print(f'Outliers in {column_name}: {outlier_counts[column_name]}')

# Calculate the quality score for outlier detection
max_score = 100  # Maximum score

# Calculate the percentage of outliers for each column
outlier_percentages = [(outlier_counts[column] / total_data_points) * 100 for column in columns_to_check]

# Calculate the overall quality score as the average of outlier percentages
quality_score_outliers = max_score - sum(outlier_percentages) / len(columns_to_check)

print(f'Quality Score for Outliers: {quality_score_outliers:.2f}')

Outliers in Total_Hosp: 6315
Outliers in Total_Enrl: 6882
Outliers in Total_Hosp_Per100K: 4339
Outliers in Avg_LOS: 1957
Outliers in Pct_Dschrg_SNF: 723
Outliers in Pct_Dschrg_Expired: 474
Outliers in Pct_Dschrg_Home: 878
Outliers in Pct_Dschrg_Hspc: 1588
Outliers in Pct_Dschrg_HomeHealth: 818
Outliers in Pct_Dschrg_Other: 1357
Quality Score for Outliers: 95.33

Outliers for Faclevel Dataset

import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt



# Specify the columns to analyze for outliers
columns_to_check = ['Residents Weekly Admissions COVID-19', 'Residents Total Admissions COVID-19',
                    'Residents Weekly Confirmed COVID-19', 'Residents Total Confirmed COVID-19',
                    'Residents Weekly Suspected COVID-19', 'Residents Total Suspected COVID-19',
                    'Residents Weekly All Deaths', 'Residents Total All Deaths',
                    'Residents Weekly COVID-19 Deaths', 'Residents Total COVID-19 Deaths',
                    'Number of All Beds', 'Total Number of Occupied Beds',
                    'Staff Weekly Confirmed COVID-19', 'Staff Total Confirmed COVID-19',
                    'Staff Weekly Suspected COVID-19', 'Staff Total Suspected COVID-19',
                    'Staff Weekly COVID-19 Deaths', 'Staff Total COVID-19 Deaths',
                    'Total Resident Confirmed COVID-19 Cases Per 1,000 Residents',
                    'Total Resident COVID-19 Deaths Per 1,000 Residents',
                    'Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases']

# Calculate the number of rows and columns for the subplot layout
num_columns = 4  # Adjust this number as needed
num_rows = (len(columns_to_check) + num_columns - 1) // num_columns

# Create a figure to display the data and outliers
plt.figure(figsize=(32, 20))

# Loop through the specified columns
for i, column_name in enumerate(columns_to_check, 1):
    plt.subplot(num_rows, num_columns, i)

    # Create a boxplot to visualize the distribution
    sns.boxplot(data=df2, y=column_name)
    plt.title(f'Boxplot for {column_name}')

    # Calculate the Interquartile Range (IQR)
    Q1 = df2[column_name].quantile(0.25)
    Q3 = df2[column_name].quantile(0.75)
    IQR = Q3 - Q1

    # Define the lower and upper bounds to identify outliers
    lower_bound = Q1 - 1.5 * IQR
    upper_bound = Q3 + 1.5 * IQR

    # Identify outliers
    outliers = df2[(df2[column_name] < lower_bound) | (df2[column_name] > upper_bound)]

    # Plot the outliers as red points on the boxplot
    sns.scatterplot(data=outliers, x=outliers.index, y=column_name, color='red', label='Outliers')

# Adjust layout
plt.tight_layout()

# Show the plot
plt.show()

# Print the identified outliers for each column
for column_name in columns_to_check:
    print(f'Outliers in {column_name}:')
    print(outliers)

Outliers in Residents Weekly Admissions COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Residents Total Admissions COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Residents Weekly Confirmed COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Residents Total Confirmed COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Residents Weekly Suspected COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Residents Total Suspected COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Residents Weekly All Deaths:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Residents Total All Deaths:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Residents Weekly COVID-19 Deaths:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Residents Total COVID-19 Deaths:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Number of All Beds:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Total Number of Occupied Beds:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Staff Weekly Confirmed COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Staff Total Confirmed COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Staff Weekly Suspected COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Staff Total Suspected COVID-19:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Staff Weekly COVID-19 Deaths:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Staff Total COVID-19 Deaths:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Total Resident Confirmed COVID-19 Cases Per 1,000 Residents:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Total Resident COVID-19 Deaths Per 1,000 Residents:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]
Outliers in Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases:
      Week Ending Federal Provider Number  \
49       05/31/20                  015040   
107      06/07/20                  015084   
120      05/24/20                  015100   
121      05/31/20                  015100   
122      06/07/20                  015100   
...           ...                     ...   
45222    06/07/20                  676104   
45297    06/07/20                  676137   
45583    05/24/20                  676246   
45865    05/24/20                  676350   
45866    05/31/20                  676350   

                                           Provider Name  \
49                             DIVERSICARE OF MONTGOMERY   
107                                           PARK PLACE   
120                         CROWNE HEALTH CARE OF MOBILE   
121                         CROWNE HEALTH CARE OF MOBILE   
122                         CROWNE HEALTH CARE OF MOBILE   
...                                                  ...   
45222  KINDRED TRANSITIONAL CARE AND REHABILITATION-G...   
45297  LEGEND OAKS HEALTHCARE AND REHABILITATION CENT...   
45583        RIVERSIDE NURSING AND REHABILITATION CENTER   
45865                             THE HEIGHTS OF TOMBALL   
45866                             THE HEIGHTS OF TOMBALL   

                    Provider Address Provider City Provider State  \
49     2020 NORTH COUNTRY CLUB DRIVE    MONTGOMERY             AL   
107                   100 PARK PLACE         SELMA             AL   
120                   954 NAVCO ROAD        MOBILE             AL   
121                   954 NAVCO ROAD        MOBILE             AL   
122                   954 NAVCO ROAD        MOBILE             AL   
...                              ...           ...            ...   
45222      1005 IRA E. WOODS PARKWAY     GRAPEVINE             TX   
45297                   8902 WEST RD       HOUSTON             TX   
45583            6801 E RIVERSIDE DR        AUSTIN             TX   
45865             27840 JOHNSON ROAD       TOMBALL             TX   
45866             27840 JOHNSON ROAD       TOMBALL             TX   

       Provider Zip Code Submitted Data Passed Quality Assurance Check  \
49               36106.0              Y                              Y   
107              36701.0              Y                              Y   
120              36605.0              Y                              Y   
121              36605.0              Y                              Y   
122              36605.0              Y                              Y   
...                  ...            ...                            ...   
45222            76051.0              Y                              Y   
45297            77064.0              Y                              Y   
45583            78741.0              Y                              Y   
45865            77375.0              Y                              Y   
45866            77375.0              Y                              Y   

       Residents Weekly Admissions COVID-19  ...  \
49                                      0.0  ...   
107                                     0.0  ...   
120                                    13.0  ...   
121                                     0.0  ...   
122                                     2.0  ...   
...                                     ...  ...   
45222                                   0.0  ...   
45297                                   0.0  ...   
45583                                   0.0  ...   
45865                                   0.0  ...   
45866                                   0.0  ...   

       Any Current Supply of Hand Sanitizer  \
49                                        Y   
107                                       Y   
120                                       Y   
121                                       Y   
122                                       Y   
...                                     ...   
45222                                     Y   
45297                                     Y   
45583                                     Y   
45865                                     Y   
45866                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
49                                     Y                          N   
107                                    Y                          N   
120                                    Y                          N   
121                                    Y                          N   
122                                    Y                          N   
...                                  ...                        ...   
45222                                  Y                          N   
45297                                  Y                          N   
45583                                  Y                          N   
45865                                  Y                          N   
45866                                  Y                          N   

       Number of Ventilators in Facility  \
49                                   NaN   
107                                  NaN   
120                                  NaN   
121                                  NaN   
122                                  NaN   
...                                  ...   
45222                                NaN   
45297                                NaN   
45583                                NaN   
45865                                NaN   
45866                                NaN   

       Number of Ventilators in Use for COVID-19  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       Any Current Supply of Ventilator Supplies  \
49                                           NaN   
107                                          NaN   
120                                          NaN   
121                                          NaN   
122                                          NaN   
...                                          ...   
45222                                        NaN   
45297                                        NaN   
45583                                        NaN   
45865                                        NaN   
45866                                        NaN   

       One-Week Supply of Ventilator Supplies  \
49                                        NaN   
107                                       NaN   
120                                       NaN   
121                                       NaN   
122                                       NaN   
...                                       ...   
45222                                     NaN   
45297                                     NaN   
45583                                     NaN   
45865                                     NaN   
45866                                     NaN   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
49                                                  20.4             
107                                                 11.4             
120                                                 10.1             
121                                                 20.4             
122                                                 30.6             
...                                                  ...             
45222                                               52.6             
45297                                               13.0             
45583                                               14.7             
45865                                               11.0             
45866                                               11.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
49                                                  20.4    
107                                                 11.4    
120                                                 50.5    
121                                                 51.0    
122                                                 51.0    
...                                                  ...    
45222                                              131.6    
45297                                               13.0    
45583                                               14.7    
45865                                               11.0    
45866                                               11.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
49                                                 100.0                            
107                                                100.0                            
120                                                500.0                            
121                                                250.0                            
122                                                166.7                            
...                                                  ...                            
45222                                              250.0                            
45297                                              100.0                            
45583                                              100.0                            
45865                                              100.0                            
45866                                              100.0                            

[1301 rows x 55 columns]

Quality Score for Outliers

# Specify the columns to analyze for outliers
columns_to_check = ['Residents Weekly Admissions COVID-19', 'Residents Total Admissions COVID-19',
                    'Residents Weekly Confirmed COVID-19', 'Residents Total Confirmed COVID-19',
                    'Residents Weekly Suspected COVID-19', 'Residents Total Suspected COVID-19',
                    'Residents Weekly All Deaths', 'Residents Total All Deaths',
                    'Residents Weekly COVID-19 Deaths', 'Residents Total COVID-19 Deaths',
                    'Number of All Beds', 'Total Number of Occupied Beds',
                    'Staff Weekly Confirmed COVID-19', 'Staff Total Confirmed COVID-19',
                    'Staff Weekly Suspected COVID-19', 'Staff Total Suspected COVID-19',
                    'Staff Weekly COVID-19 Deaths', 'Staff Total COVID-19 Deaths',
                    'Total Resident Confirmed COVID-19 Cases Per 1,000 Residents',
                    'Total Resident COVID-19 Deaths Per 1,000 Residents',
                    'Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases']

# Create a figure to display the data and outliers
plt.figure(figsize=(32, 20))

outlier_counts = {}  # Store outlier counts for each column
total_data_points = len(df2)  # Total data points in the dataset

# Loop through the specified columns
for i, column_name in enumerate(columns_to_check, 1):
    plt.subplot(num_rows, num_columns, i)

    # Create a boxplot to visualize the distribution
    sns.boxplot(data=df2, y=column_name)
    plt.title(f'Boxplot for {column_name}')

    # Calculate the Interquartile Range (IQR)
    Q1 = df2[column_name].quantile(0.25)
    Q3 = df2[column_name].quantile(0.75)
    IQR = Q3 - Q1

    # Define the lower and upper bounds to identify outliers
    lower_bound = Q1 - 1.5 * IQR
    upper_bound = Q3 + 1.5 * IQR

    # Identify outliers
    outliers = df2[(df2[column_name] < lower_bound) | (df2[column_name] > upper_bound)]
    outlier_counts[column_name] = len(outliers)

    # Plot the outliers as red points on the boxplot
    sns.scatterplot(data=outliers, x=outliers.index, y=column_name, color='red', label='Outliers')


# Print the identified outliers for each column
for column_name in columns_to_check:
    print(f'Outliers in {column_name}: {outlier_counts[column_name]}')

# Calculate the quality score for outlier detection
max_score = 100  # Maximum score

# Calculate the percentage of outliers for each column
outlier_percentages = [(outlier_counts[column] / total_data_points) * 100 for column in columns_to_check]

# Calculate the overall quality score as the average of outlier percentages
quality_score_outliers = max_score - sum(outlier_percentages) / len(columns_to_check)

print(f'Quality Score for Outliers: {quality_score_outliers:.2f}')

Outliers in Residents Weekly Admissions COVID-19: 7517
Outliers in Residents Total Admissions COVID-19: 7267
Outliers in Residents Weekly Confirmed COVID-19: 7638
Outliers in Residents Total Confirmed COVID-19: 9310
Outliers in Residents Weekly Suspected COVID-19: 8465
Outliers in Residents Total Suspected COVID-19: 6319
Outliers in Residents Weekly All Deaths: 6276
Outliers in Residents Total All Deaths: 4141
Outliers in Residents Weekly COVID-19 Deaths: 5327
Outliers in Residents Total COVID-19 Deaths: 9168
Outliers in Number of All Beds: 1641
Outliers in Total Number of Occupied Beds: 1485
Outliers in Staff Weekly Confirmed COVID-19: 9805
Outliers in Staff Total Confirmed COVID-19: 7247
Outliers in Staff Weekly Suspected COVID-19: 9257
Outliers in Staff Total Suspected COVID-19: 6053
Outliers in Staff Weekly COVID-19 Deaths: 355
Outliers in Staff Total COVID-19 Deaths: 835
Outliers in Total Resident Confirmed COVID-19 Cases Per 1,000 Residents: 8593
Outliers in Total Resident COVID-19 Deaths Per 1,000 Residents: 9153
Outliers in Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases: 1301
Quality Score for Outliers: 86.91

Statistics Summary for Covid 19 Dataset

import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns


# Specify the numerical columns for which you want to calculate summary statistics
numerical_columns = ['Total_Hosp', 'Total_Enrl', 'Total_Hosp_Per100K', 'Avg_LOS',
                     'Pct_Dschrg_SNF', 'Pct_Dschrg_Expired', 'Pct_Dschrg_Home',
                     'Pct_Dschrg_Hspc', 'Pct_Dschrg_HomeHealth', 'Pct_Dschrg_Other']

# Create a scatter plot for the selected numerical columns
plt.figure(figsize=(12, 8))
sns.scatterplot(data=df1[numerical_columns], alpha=0.5)
plt.title("Scatter Plot of Numerical Columns")
plt.xlabel("X-Axis (Value)")
plt.ylabel("Y-Axis (Value)")

# Show the plot
plt.tight_layout()
plt.show()

# Calculate and print summary statistics for the numerical columns
summary_stats = df1[numerical_columns].describe()
print("Summary Statistics:")
print(summary_stats)

Summary Statistics:
         Total_Hosp    Total_Enrl  Total_Hosp_Per100K       Avg_LOS  \
count  4.356400e+04  5.409100e+04        43529.000000  40454.000000   
mean   4.871266e+03  1.972652e+06          315.248420     10.672833   
std    3.038648e+04  1.160444e+07         4664.812388      3.895076   
min    0.000000e+00  0.000000e+00            0.000000      3.500000   
25%    7.300000e+01  2.427650e+04           56.500600      8.866125   
50%    3.440000e+02  1.847740e+05          125.274000     10.084850   
75%    1.502000e+03  7.760705e+05          240.982800     11.545500   
max    1.150216e+06  3.418546e+08       619926.199300    164.518500   

       Pct_Dschrg_SNF  Pct_Dschrg_Expired  Pct_Dschrg_Home  Pct_Dschrg_Hspc  \
count    40454.000000        40454.000000     40454.000000     40454.000000   
mean         0.169851            0.128320         0.421465         0.037739   
std          0.072631            0.068620         0.112389         0.027012   
min          0.000000            0.000000         0.000000         0.000000   
25%          0.121200            0.072000         0.354800         0.020100   
50%          0.164200            0.125900         0.416700         0.035400   
75%          0.211800            0.170975         0.490400         0.049400   
max          0.769200            0.666700         1.000000         0.307700   

       Pct_Dschrg_HomeHealth  Pct_Dschrg_Other  
count           40454.000000      40454.000000  
mean                0.170100          0.072524  
std                 0.061144          0.035411  
min                 0.000000          0.000000  
25%                 0.131300          0.051900  
50%                 0.168600          0.068500  
75%                 0.207200          0.089000  
max                 0.583300          0.461500  

Quality score for Statistical Summary

# Specify the numerical columns for which you want to calculate summary statistics
numerical_columns = ['Total_Hosp', 'Total_Enrl', 'Total_Hosp_Per100K', 'Avg_LOS',
                     'Pct_Dschrg_SNF', 'Pct_Dschrg_Expired', 'Pct_Dschrg_Home',
                     'Pct_Dschrg_Hspc', 'Pct_Dschrg_HomeHealth', 'Pct_Dschrg_Other']

# Calculate summary statistics for the numerical columns
summary_stats = df1[numerical_columns].describe()

# Calculate the quality score for statistical summary
max_score = 100  # Maximum score

# Calculate the range of each numerical column
column_ranges = summary_stats.loc['max'] - summary_stats.loc['min']

# Calculate the overall quality score as the average of the ranges
quality_score_stats = max_score - (column_ranges.mean() / column_ranges.max()) * max_score

print(f'Quality Score for Statistical Summary: {quality_score_stats:.2f}')

Quality Score for Statistical Summary: 89.95

Statistics Summary for Faclevel Dataset

import pandas as pd
import matplotlib.pyplot as plt


# Specify the numerical columns for which you want to calculate summary statistics
numerical_columns = ['Residents Weekly Admissions COVID-19', 'Residents Total Admissions COVID-19',
                    'Residents Weekly Confirmed COVID-19', 'Residents Total Confirmed COVID-19',
                    'Residents Weekly Suspected COVID-19', 'Residents Total Suspected COVID-19',
                    'Residents Weekly All Deaths', 'Residents Total All Deaths',
                    'Residents Weekly COVID-19 Deaths', 'Residents Total COVID-19 Deaths',
                    'Number of All Beds', 'Total Number of Occupied Beds',
                    'Staff Weekly Confirmed COVID-19', 'Staff Total Confirmed COVID-19',
                    'Staff Weekly Suspected COVID-19', 'Staff Total Suspected COVID-19',
                    'Staff Weekly COVID-19 Deaths', 'Staff Total COVID-19 Deaths',
                    'Total Resident Confirmed COVID-19 Cases Per 1,000 Residents',
                    'Total Resident COVID-19 Deaths Per 1,000 Residents',
                    'Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases']

# Calculate summary statistics
summary_stats = df2[numerical_columns].describe()

# Calculate custom percentiles
percentiles = [10, 25, 50, 75, 90]
custom_percentiles = df2[numerical_columns].quantile([p / 100 for p in percentiles])

# Rename the index of the custom percentiles
custom_percentiles.index = [f'{p}%' for p in percentiles]

# Print summary statistics
print("Summary Statistics:")
print(summary_stats)

# Print custom percentiles
print("\nCustom Percentiles:")
print(custom_percentiles)

# Combine summary statistics and custom percentiles
combined_stats = pd.concat([summary_stats, custom_percentiles])

# Create a box plot for the numerical columns
plt.figure(figsize=(12, 8))
df2[numerical_columns].boxplot(vert=False, sym='r')
plt.title("Box Plot of Numerical Columns")
plt.xlabel("Value")
plt.xticks(rotation=45)

# Show the plot
plt.tight_layout()
plt.show()

Summary Statistics:
       Residents Weekly Admissions COVID-19  \
count                          42825.000000   
mean                               0.998342   
std                                5.591550   
min                                0.000000   
25%                                0.000000   
50%                                0.000000   
75%                                0.000000   
max                              224.000000   

       Residents Total Admissions COVID-19  \
count                         42825.000000   
mean                              2.530438   
std                               9.671523   
min                               0.000000   
25%                               0.000000   
50%                               0.000000   
75%                               1.000000   
max                             241.000000   

       Residents Weekly Confirmed COVID-19  \
count                         42825.000000   
mean                              2.507624   
std                              10.878217   
min                               0.000000   
25%                               0.000000   
50%                               0.000000   
75%                               0.000000   
max                             250.000000   

       Residents Total Confirmed COVID-19  \
count                        42825.000000   
mean                             6.741670   
std                             18.870014   
min                              0.000000   
25%                              0.000000   
50%                              0.000000   
75%                              1.000000   
max                            409.000000   

       Residents Weekly Suspected COVID-19  \
count                         42825.000000   
mean                              1.664402   
std                               9.242252   
min                               0.000000   
25%                               0.000000   
50%                               0.000000   
75%                               0.000000   
max                             291.000000   

       Residents Total Suspected COVID-19  Residents Weekly All Deaths  \
count                        42825.000000                 42825.000000   
mean                             4.329154                     1.997128   
std                             16.163922                     7.441761   
min                              0.000000                     0.000000   
25%                              0.000000                     0.000000   
50%                              0.000000                     0.000000   
75%                              2.000000                     1.000000   
max                            473.000000                   522.000000   

       Residents Total All Deaths  Residents Weekly COVID-19 Deaths  \
count                42825.000000                      42825.000000   
mean                     5.285954                          0.688780   
std                     12.719423                          3.439776   
min                      0.000000                          0.000000   
25%                      0.000000                          0.000000   
50%                      1.000000                          0.000000   
75%                      6.000000                          0.000000   
max                    522.000000                        117.000000   

       Residents Total COVID-19 Deaths  ...  Total Number of Occupied Beds  \
count                     42825.000000  ...                   42734.000000   
mean                          1.825616  ...                      77.169350   
std                           5.990281  ...                      47.167811   
min                           0.000000  ...                       0.000000   
25%                           0.000000  ...                      47.000000   
50%                           0.000000  ...                      70.000000   
75%                           0.000000  ...                      96.000000   
max                         127.000000  ...                    1274.000000   

       Staff Weekly Confirmed COVID-19  Staff Total Confirmed COVID-19  \
count                     42825.000000                    42825.000000   
mean                          1.549726                        4.000490   
std                           6.153438                       10.871383   
min                           0.000000                        0.000000   
25%                           0.000000                        0.000000   
50%                           0.000000                        0.000000   
75%                           0.000000                        2.000000   
max                         254.000000                      281.000000   

       Staff Weekly Suspected COVID-19  Staff Total Suspected COVID-19  \
count                     42825.000000                    42825.000000   
mean                          1.511617                        3.943117   
std                          20.714332                       36.303646   
min                           0.000000                        0.000000   
25%                           0.000000                        0.000000   
50%                           0.000000                        0.000000   
75%                           0.000000                        2.000000   
max                        3728.000000                     3728.000000   

       Staff Weekly COVID-19 Deaths  Staff Total COVID-19 Deaths  \
count                  42825.000000                 42825.000000   
mean                       0.012469                     0.031103   
std                        0.183459                     0.303267   
min                        0.000000                     0.000000   
25%                        0.000000                     0.000000   
50%                        0.000000                     0.000000   
75%                        0.000000                     0.000000   
max                        9.000000                     9.000000   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
count                                       42625.000000             
mean                                           83.444882             
std                                           238.920757             
min                                             0.000000             
25%                                             0.000000             
50%                                             0.000000             
75%                                            18.900000             
max                                         12000.000000             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
count                                       42625.000000    
mean                                           23.085896    
std                                            77.643841    
min                                             0.000000    
25%                                             0.000000    
50%                                             0.000000    
75%                                             0.000000    
max                                          3000.000000    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
count                                       12850.000000                            
mean                                           38.989689                            
std                                           108.996474                            
min                                             0.000000                            
25%                                             0.000000                            
50%                                            15.400000                            
75%                                            36.000000                            
max                                          2400.000000                            

[8 rows x 21 columns]

Custom Percentiles:
     Residents Weekly Admissions COVID-19  \
10%                                   0.0   
25%                                   0.0   
50%                                   0.0   
75%                                   0.0   
90%                                   2.0   

     Residents Total Admissions COVID-19  Residents Weekly Confirmed COVID-19  \
10%                                  0.0                                  0.0   
25%                                  0.0                                  0.0   
50%                                  0.0                                  0.0   
75%                                  1.0                                  0.0   
90%                                  6.0                                  3.0   

     Residents Total Confirmed COVID-19  Residents Weekly Suspected COVID-19  \
10%                                 0.0                                  0.0   
25%                                 0.0                                  0.0   
50%                                 0.0                                  0.0   
75%                                 1.0                                  0.0   
90%                                24.0                                  2.0   

     Residents Total Suspected COVID-19  Residents Weekly All Deaths  \
10%                                 0.0                          0.0   
25%                                 0.0                          0.0   
50%                                 0.0                          0.0   
75%                                 2.0                          1.0   
90%                                10.0                          4.0   

     Residents Total All Deaths  Residents Weekly COVID-19 Deaths  \
10%                         0.0                               0.0   
25%                         0.0                               0.0   
50%                         1.0                               0.0   
75%                         6.0                               0.0   
90%                        15.0                               1.0   

     Residents Total COVID-19 Deaths  ...  Total Number of Occupied Beds  \
10%                              0.0  ...                           32.0   
25%                              0.0  ...                           47.0   
50%                              0.0  ...                           70.0   
75%                              0.0  ...                           96.0   
90%                              5.0  ...                          127.0   

     Staff Weekly Confirmed COVID-19  Staff Total Confirmed COVID-19  \
10%                              0.0                             0.0   
25%                              0.0                             0.0   
50%                              0.0                             0.0   
75%                              0.0                             2.0   
90%                              3.0                            13.0   

     Staff Weekly Suspected COVID-19  Staff Total Suspected COVID-19  \
10%                              0.0                             0.0   
25%                              0.0                             0.0   
50%                              0.0                             0.0   
75%                              0.0                             2.0   
90%                              2.0                             8.0   

     Staff Weekly COVID-19 Deaths  Staff Total COVID-19 Deaths  \
10%                           0.0                          0.0   
25%                           0.0                          0.0   
50%                           0.0                          0.0   
75%                           0.0                          0.0   
90%                           0.0                          0.0   

     Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
10%                                               0.00             
25%                                               0.00             
50%                                               0.00             
75%                                              18.90             
90%                                             292.54             

     Total Resident COVID-19 Deaths Per 1,000 Residents  \
10%                                                0.0    
25%                                                0.0    
50%                                                0.0    
75%                                                0.0    
90%                                               69.2    

     Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
10%                                                0.0                            
25%                                                0.0                            
50%                                               15.4                            
75%                                               36.0                            
90%                                               93.3                            

[5 rows x 21 columns]

Quality score for Statistical Summary

import pandas as pd

# Specify the numerical columns for which you want to calculate summary statistics
numerical_columns = ['Residents Weekly Admissions COVID-19', 'Residents Total Admissions COVID-19',
                    'Residents Weekly Confirmed COVID-19', 'Residents Total Confirmed COVID-19',
                    'Residents Weekly Suspected COVID-19', 'Residents Total Suspected COVID-19',
                    'Residents Weekly All Deaths', 'Residents Total All Deaths',
                    'Residents Weekly COVID-19 Deaths', 'Residents Total COVID-19 Deaths',
                    'Number of All Beds', 'Total Number of Occupied Beds',
                    'Staff Weekly Confirmed COVID-19', 'Staff Total Confirmed COVID-19',
                    'Staff Weekly Suspected COVID-19', 'Staff Total Suspected COVID-19',
                    'Staff Weekly COVID-19 Deaths', 'Staff Total COVID-19 Deaths',
                    'Total Resident Confirmed COVID-19 Cases Per 1,000 Residents',
                    'Total Resident COVID-19 Deaths Per 1,000 Residents',
                    'Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases']

# Calculate summary statistics for the numerical columns
summary_stats = df2[numerical_columns].describe()

# Calculate the quality score for statistical summary
max_score = 100  # Maximum score

# Calculate the range of each numerical column
column_ranges = summary_stats.loc['max'] - summary_stats.loc['min']

# Calculate the overall quality score as the average of the ranges
quality_score_stats = max_score - (column_ranges.mean() / column_ranges.max()) * max_score

print(f'Quality Score for Statistical Summary: {quality_score_stats:.2f}')

Quality Score for Statistical Summary: 87.83

Categorical Cardinality for Covid 19 Dataset

import pandas as pd
import matplotlib.pyplot as plt


# Specify the categorical columns for which you want to count unique values
categorical_columns = ['Year', 'Month', 'Bene_Geo_Desc', 'Bene_Mdcd_Mdcr_Enrl_Stus', 'Bene_Race_Desc',
                       'Bene_Sex_Desc', 'Bene_Mdcr_Entlmt_Stus', 'Bene_Age_Desc', 'Bene_RUCA_Desc']

# Count unique values in each categorical column
unique_value_counts = {}
for column in categorical_columns:
    unique_values = df1[column].nunique()
    unique_value_counts[column] = unique_values

# Print the counts of unique values for each categorical column
print("Categorical Cardinality (Unique Value Counts):")
for column, count in unique_value_counts.items():
    print(f"{column}: {count}")

# Plot the counts of unique values as a bar plot
plt.figure(figsize=(12, 6))
plt.barh(list(unique_value_counts.keys()), unique_value_counts.values(), color='skyblue')
plt.title("Categorical Cardinality (Unique Value Counts)")
plt.xlabel("Count of Unique Values")
plt.ylabel("Categorical Columns")

# Show the plot
plt.tight_layout()
plt.show()

Categorical Cardinality (Unique Value Counts):
Year: 3
Month: 15
Bene_Geo_Desc: 55
Bene_Mdcd_Mdcr_Enrl_Stus: 3
Bene_Race_Desc: 7
Bene_Sex_Desc: 3
Bene_Mdcr_Entlmt_Stus: 4
Bene_Age_Desc: 5
Bene_RUCA_Desc: 4

Quality Score for Categorical Cardinality

import pandas as pd
import matplotlib.pyplot as plt

# Specify the categorical columns for which you want to count unique values
categorical_columns = ['Year', 'Month', 'Bene_Geo_Desc', 'Bene_Mdcd_Mdcr_Enrl_Stus', 'Bene_Race_Desc',
                       'Bene_Sex_Desc', 'Bene_Mdcr_Entlmt_Stus', 'Bene_Age_Desc', 'Bene_RUCA_Desc']

# Count unique values in each categorical column
unique_value_counts = {}
for column in categorical_columns:
    unique_values = df1[column].nunique()
    unique_value_counts[column] = unique_values

# Calculate the quality score for categorical columns
max_score = 100  # Maximum score

# Calculate the overall quality score as the average of the unique value counts
quality_score_categorical = max_score - (sum(unique_value_counts.values()) / (len(categorical_columns) * max_score))

print(f'Quality Score for Categorical Columns: {quality_score_categorical:.2f}')

Quality Score for Categorical Columns: 99.89

Categorical Cardinality for Faclevel Dataset

import pandas as pd
import matplotlib.pyplot as plt

# Specify the categorical columns for which you want to count unique values
categorical_columns = ['Week Ending', 'Federal Provider Number', 'Provider Name', 'Provider Address',
                       'Provider City', 'Provider State', 'Provider Zip Code', 'Submitted Data',
                       'Passed Quality Assurance Check', 'Residents Weekly Admissions COVID-19',
                       'Residents Total Admissions COVID-19', 'Residents Weekly Confirmed COVID-19',
                       'Residents Total Confirmed COVID-19', 'Residents Weekly Suspected COVID-19',
                       'Residents Total Suspected COVID-19', 'Residents Weekly All Deaths',
                       'Residents Total All Deaths', 'Residents Weekly COVID-19 Deaths',
                       'Residents Total COVID-19 Deaths', 'Number of All Beds', 'Total Number of Occupied Beds',
                       'Resident Access to Testing in Facility', 'Laboratory Type Is State Health Dept',
                       'Laboratory Type Is Private Lab', 'Laboratory Type Is Other', 'Staff Weekly Confirmed COVID-19',
                       'Staff Total Confirmed COVID-19', 'Staff Weekly Suspected COVID-19', 'Staff Total Suspected COVID-19',
                       'Staff Weekly COVID-19 Deaths', 'Staff Total COVID-19 Deaths', 'Shortage of Nursing Staff',
                       'Shortage of Clinical Staff', 'Shortage of Aides', 'Shortage of Other Staff',
                       'Any Current Supply of N95 Masks', 'One-Week Supply of N95 Masks',
                       'Any Current Supply of Surgical Masks', 'One-Week Supply of Surgical Masks',
                       'Any Current Supply of Eye Protection', 'One-Week Supply of Eye Protection',
                       'Any Current Supply of Gowns', 'One-Week Supply of Gowns',
                       'Any Current Supply of Gloves', 'One-Week Supply of Gloves',
                       'Any Current Supply of Hand Sanitizer', 'One-Week Supply of Hand Sanitizer',
                       'Ventilator Dependent Unit', 'Number of Ventilators in Facility',
                       'Number of Ventilators in Use for COVID-19', 'Any Current Supply of Ventilator Supplies',
                       'One-Week Supply of Ventilator Supplies', 'Total Resident Confirmed COVID-19 Cases Per 1,000 Residents',
                       'Total Resident COVID-19 Deaths Per 1,000 Residents',
                       'Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases']

# Count unique values in each categorical column
unique_value_counts = {}
for column in categorical_columns:
    unique_values = df2[column].nunique()
    unique_value_counts[column] = unique_values

# Print the counts of unique values for each categorical column
print("Categorical Cardinality (Unique Value Counts):")
for column, count in unique_value_counts.items():
    print(f"{column}: {count}")

# Plot the counts of unique values as a horizontal bar plot with red color
plt.figure(figsize=(12, 10))
plt.barh(list(unique_value_counts.keys()), unique_value_counts.values(), color='red')  # Set color to red
plt.title("Categorical Cardinality (Unique Value Counts)")
plt.xlabel("Count of Unique Values")
plt.ylabel("Categorical Columns")

# Show the plot
plt.tight_layout()
plt.show()

Categorical Cardinality (Unique Value Counts):
Week Ending: 3
Federal Provider Number: 15423
Provider Name: 15144
Provider Address: 15386
Provider City: 5256
Provider State: 51
Provider Zip Code: 9226
Submitted Data: 2
Passed Quality Assurance Check: 2
Residents Weekly Admissions COVID-19: 116
Residents Total Admissions COVID-19: 141
Residents Weekly Confirmed COVID-19: 146
Residents Total Confirmed COVID-19: 181
Residents Weekly Suspected COVID-19: 160
Residents Total Suspected COVID-19: 203
Residents Weekly All Deaths: 116
Residents Total All Deaths: 153
Residents Weekly COVID-19 Deaths: 69
Residents Total COVID-19 Deaths: 88
Number of All Beds: 392
Total Number of Occupied Beds: 421
Resident Access to Testing in Facility: 2
Laboratory Type Is State Health Dept: 2
Laboratory Type Is Private Lab: 2
Laboratory Type Is Other: 2
Staff Weekly Confirmed COVID-19: 100
Staff Total Confirmed COVID-19: 139
Staff Weekly Suspected COVID-19: 135
Staff Total Suspected COVID-19: 175
Staff Weekly COVID-19 Deaths: 8
Staff Total COVID-19 Deaths: 10
Shortage of Nursing Staff: 2
Shortage of Clinical Staff: 2
Shortage of Aides: 2
Shortage of Other Staff: 2
Any Current Supply of N95 Masks: 2
One-Week Supply of N95 Masks: 2
Any Current Supply of Surgical Masks: 2
One-Week Supply of Surgical Masks: 2
Any Current Supply of Eye Protection: 2
One-Week Supply of Eye Protection: 2
Any Current Supply of Gowns: 2
One-Week Supply of Gowns: 2
Any Current Supply of Gloves: 2
One-Week Supply of Gloves: 2
Any Current Supply of Hand Sanitizer: 2
One-Week Supply of Hand Sanitizer: 2
Ventilator Dependent Unit: 2
Number of Ventilators in Facility: 69
Number of Ventilators in Use for COVID-19: 44
Any Current Supply of Ventilator Supplies: 2
One-Week Supply of Ventilator Supplies: 2
Total Resident Confirmed COVID-19 Cases Per 1,000 Residents: 3783
Total Resident COVID-19 Deaths Per 1,000 Residents: 1851
Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases: 763

Quality Score for Categorical Columns

import pandas as pd
import matplotlib.pyplot as plt

# Specify the categorical columns for which you want to count unique values
categorical_columns = ['Week Ending', 'Federal Provider Number', 'Provider Name', 'Provider Address',
                       'Provider City', 'Provider State', 'Provider Zip Code', 'Submitted Data',
                       'Passed Quality Assurance Check', 'Residents Weekly Admissions COVID-19',
                       'Residents Total Admissions COVID-19', 'Residents Weekly Confirmed COVID-19',
                       'Residents Total Confirmed COVID-19', 'Residents Weekly Suspected COVID-19',
                       'Residents Total Suspected COVID-19', 'Residents Weekly All Deaths',
                       'Residents Total All Deaths', 'Residents Weekly COVID-19 Deaths',
                       'Residents Total COVID-19 Deaths', 'Number of All Beds', 'Total Number of Occupied Beds',
                       'Resident Access to Testing in Facility', 'Laboratory Type Is State Health Dept',
                       'Laboratory Type Is Private Lab', 'Laboratory Type Is Other', 'Staff Weekly Confirmed COVID-19',
                       'Staff Total Confirmed COVID-19', 'Staff Weekly Suspected COVID-19', 'Staff Total Suspected COVID-19',
                       'Staff Weekly COVID-19 Deaths', 'Staff Total COVID-19 Deaths', 'Shortage of Nursing Staff',
                       'Shortage of Clinical Staff', 'Shortage of Aides', 'Shortage of Other Staff',
                       'Any Current Supply of N95 Masks', 'One-Week Supply of N95 Masks',
                       'Any Current Supply of Surgical Masks', 'One-Week Supply of Surgical Masks',
                       'Any Current Supply of Eye Protection', 'One-Week Supply of Eye Protection',
                       'Any Current Supply of Gowns', 'One-Week Supply of Gowns',
                       'Any Current Supply of Gloves', 'One-Week Supply of Gloves',
                       'Any Current Supply of Hand Sanitizer', 'One-Week Supply of Hand Sanitizer',
                       'Ventilator Dependent Unit', 'Number of Ventilators in Facility',
                       'Number of Ventilators in Use for COVID-19', 'Any Current Supply of Ventilator Supplies',
                       'One-Week Supply of Ventilator Supplies', 'Total Resident Confirmed COVID-19 Cases Per 1,000 Residents',
                       'Total Resident COVID-19 Deaths Per 1,000 Residents',
                       'Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases']

# Count unique values in each categorical column
unique_value_counts = {}
for column in categorical_columns:
    unique_values = df2[column].nunique()
    unique_value_counts[column] = unique_values

# Calculate the quality score for categorical columns
max_score = 100  # Maximum score

# Calculate the overall quality score as the average of the unique value counts
quality_score_categorical = max_score - (sum(unique_value_counts.values()) / (len(categorical_columns) * max_score))

print(f'Quality Score for Categorical Columns: {quality_score_categorical:.2f}')

Quality Score for Categorical Columns: 87.31

Anomaly Detection for Covid 19 Dataset

import pandas as pd
import matplotlib.pyplot as plt
import numpy as np

# Specify the column for which you want to detect anomalies
column_name = 'Total_Hosp'  # Replace with the column you want to analyze

# Calculate the Z-score for the selected column
z_scores = np.abs((df1[column_name] - df1[column_name].mean()) / df1[column_name].std())

# Define a threshold for anomaly detection (you can adjust this threshold)
threshold = 2.0

# Identify anomalies by comparing Z-scores to the threshold
anomalies = df1[z_scores > threshold]

# Plot the data and mark anomalies with different colors
plt.figure(figsize=(12, 6))
plt.plot(df1.index, df1[column_name], label='Data', marker='o', linestyle='-')
plt.scatter(anomalies.index, anomalies[column_name], c='red', marker='x', s=100, label='Anomalies')
plt.title(f"Anomaly Detection for {column_name}")
plt.xlabel("Data Point Index")
plt.ylabel(column_name)
plt.legend()

# Show the plot
plt.tight_layout()
plt.show()

# Print the identified anomalies
print("Identified Anomalies:")
print(anomalies)

Identified Anomalies:
       Year        Month Bene_Geo_Desc Bene_Mdcd_Mdcr_Enrl_Stus  \
0      2020      Overall      National                      All   
1      2020      Overall      National                      All   
2      2020      Overall      National                      All   
4      2020      Overall      National                      All   
5      2020      Overall      National                      All   
...     ...          ...           ...                      ...   
39060  2022  Second half      National                      All   
39062  2022  Second half      National                      All   
39063  2022  Second half      National      Medicare & Medicaid   
39064  2022  Second half      National            Medicare Only   
39069  2022  Second half      National                      All   

           Bene_Race_Desc Bene_Sex_Desc Bene_Mdcr_Entlmt_Stus Bene_Age_Desc  \
0                     All           All                   All           All   
1                     All           All                   All           All   
2                     All           All                   All           All   
4                     All           All                   All          0-64   
5                     All           All                   All         65-74   
...                   ...           ...                   ...           ...   
39060  Non-Hispanic White           All                   All           All   
39062                 All           All                   All           All   
39063                 All           All                   All           All   
39064                 All           All                   All           All   
39069  Non-Hispanic White           All                   All           All   

      Bene_RUCA_Desc  Total_Hosp    Total_Enrl  Total_Hosp_Per100K  Avg_LOS  \
0                All    986377.0  6.251189e+07           1577.9030  10.6439   
1              Rural    189268.0  1.206914e+07           1568.1985   9.7550   
2              Urban    794694.0  4.981956e+07           1595.1445  10.8475   
4                All    130536.0  8.319817e+06           1568.9768  11.7848   
5                All    342290.0  3.103836e+07           1102.7966  11.1948   
...              ...         ...           ...                 ...      ...   
39060          Rural     83589.0  6.417565e+07            130.2503   7.9403   
39062          Urban    445779.0  3.118962e+08            142.9255   8.8026   
39063          Urban    141815.0  5.948475e+07            238.4056   9.8750   
39064          Urban    303964.0  2.524114e+08            120.4240   8.3022   
39069          Urban    315756.0  2.169459e+08            145.5460   8.5315   

       Pct_Dschrg_SNF  Pct_Dschrg_Expired  Pct_Dschrg_Home  Pct_Dschrg_Hspc  \
0              0.1922              0.1804           0.3577           0.0492   
1              0.1738              0.1758           0.3945           0.0391   
2              0.1965              0.1814           0.3489           0.0516   
4              0.1471              0.1198           0.4958           0.0146   
5              0.1450              0.1592           0.4466           0.0243   
...               ...                 ...              ...              ...   
39060          0.2120              0.0603           0.4390           0.0373   
39062          0.2225              0.0572           0.3935           0.0420   
39063          0.2554              0.0535           0.3930           0.0351   
39064          0.2072              0.0589           0.3936           0.0452   
39069          0.2363              0.0557           0.3747           0.0451   

       Pct_Dschrg_HomeHealth  Pct_Dschrg_Other  
0                     0.1527            0.0679  
1                     0.1439            0.0729  
2                     0.1549            0.0666  
4                     0.1302            0.0926  
5                     0.1501            0.0748  
...                      ...               ...  
39060                 0.1820            0.0695  
39062                 0.2151            0.0697  
39063                 0.1893            0.0737  
39064                 0.2272            0.0679  
39069                 0.2179            0.0703  

[556 rows x 19 columns]

Quality Score for Anamoly Detection

# Specify the column for which you want to detect anomalies
column_name = 'Total_Hosp'  # Replace with the column you want to analyze

# Calculate the Z-score for the selected column
z_scores = np.abs((df1[column_name] - df1[column_name].mean()) / df1[column_name].std())

# Define a threshold for anomaly detection (you can adjust this threshold)
threshold = 2.0

# Identify anomalies by comparing Z-scores to the threshold
anomalies = df1[z_scores > threshold]

# Calculate the quality score based on the number of anomalies
max_score = 100  # Maximum score

# Calculate the overall quality score based on the number of anomalies
quality_score_anomaly = max_score - (len(anomalies) / len(df1) * max_score)

print(f'Quality Score for Anomaly Detection: {quality_score_anomaly:.2f}')

Quality Score for Anomaly Detection: 98.98

Anomaly Detection for Faclevel Dataset

import pandas as pd
import matplotlib.pyplot as plt
import numpy as np


# Specify the column for which you want to detect anomalies
column_name = 'Residents Weekly Admissions COVID-19'  # Replace with the column you want to analyze

# Calculate the Z-score for the selected column
z_scores = np.abs((df2[column_name] - df2[column_name].mean()) / df2[column_name].std())

# Define a threshold for anomaly detection (you can adjust this threshold)
threshold = 2.0

# Identify anomalies by comparing Z-scores to the threshold
anomalies = df2[z_scores > threshold]

# Plot the data and mark anomalies with different colors
plt.figure(figsize=(12, 6))
plt.plot(df2.index, df2[column_name], label='Data', marker='o', linestyle='-')
plt.scatter(anomalies.index, anomalies[column_name], c='red', marker='x', s=100, label='Anomalies')
plt.title(f"Anomaly Detection for {column_name}")
plt.xlabel("Data Point Index")
plt.ylabel(column_name)
plt.legend()

# Show the plot
plt.tight_layout()
plt.show()

# Print the identified anomalies
print("Identified Anomalies:")
print(anomalies)

Identified Anomalies:
      Week Ending Federal Provider Number  \
120      05/24/20                  015100   
333      05/24/20                  015192   
543      05/24/20                  015411   
768      05/24/20                  035071   
827      06/07/20                  035099   
...           ...                     ...   
44721    05/31/20                  675896   
45403    05/24/20                  676179   
45607    05/24/20                  676255   
46048    05/24/20                  676416   
46170    06/07/20                  676456   

                                    Provider Name            Provider Address  \
120                  CROWNE HEALTH CARE OF MOBILE              954 NAVCO ROAD   
333    ARBOR SPRINGS HEALTH AND REHAB CENTER, LTD         1910 PEPPERELL PKWY   
543                     SHELBY RIDGE NURSING HOME    881 3RD STREET NORTHEAST   
768                      MISSION PALMS POST ACUTE    6461 EAST BAYWOOD AVENUE   
827     SAPPHIRE OF TUCSON NURSING AND REHAB, LLC     2900 EAST MILBER STREET   
...                                           ...                         ...   
44721                      RIVER CITY CARE CENTER                921 NOLAN ST   
45403                       MIDLAND MEDICAL LODGE         3000 MOCKINGBIRD LN   
45607         FORT WORTH TRANSITIONAL CARE CENTER             850 12TH AVENUE   
46048                  BRIGHTPOINTE AT LYTLE LAKE              1201 CLARKS DR   
46170             THE MEDICAL RESORT AT WOODLANDS  24854 CATHEDRAL LAKES PKWY   

      Provider City Provider State  Provider Zip Code Submitted Data  \
120          MOBILE             AL            36605.0              Y   
333         OPELIKA             AL            36801.0              Y   
543       ALABASTER             AL            35007.0              Y   
768            MESA             AZ            85206.0              Y   
827          TUCSON             AZ            85714.0              Y   
...             ...            ...                ...            ...   
44721   SAN ANTONIO             TX            78202.0              Y   
45403       MIDLAND             TX            79705.0              Y   
45607    FORT WORTH             TX            76104.0              Y   
46048       ABILENE             TX            79602.0              Y   
46170        SPRING             TX            77386.0              Y   

      Passed Quality Assurance Check  Residents Weekly Admissions COVID-19  \
120                                Y                                  13.0   
333                                Y                                  41.0   
543                                Y                                  14.0   
768                                Y                                  37.0   
827                                Y                                  28.0   
...                              ...                                   ...   
44721                              Y                                  17.0   
45403                              Y                                  25.0   
45607                              Y                                  16.0   
46048                              Y                                 103.0   
46170                              Y                                  25.0   

       ...  Any Current Supply of Hand Sanitizer  \
120    ...                                     Y   
333    ...                                     Y   
543    ...                                     Y   
768    ...                                     Y   
827    ...                                     Y   
...    ...                                   ...   
44721  ...                                     Y   
45403  ...                                     Y   
45607  ...                                     Y   
46048  ...                                     Y   
46170  ...                                     Y   

       One-Week Supply of Hand Sanitizer  Ventilator Dependent Unit  \
120                                    Y                          N   
333                                    Y                          N   
543                                    Y                          N   
768                                    Y                          N   
827                                    Y                          N   
...                                  ...                        ...   
44721                                  Y                          N   
45403                                  Y                          N   
45607                                  Y                          N   
46048                                  Y                          N   
46170                                  Y                          Y   

       Number of Ventilators in Facility  \
120                                  NaN   
333                                  NaN   
543                                  NaN   
768                                  NaN   
827                                  NaN   
...                                  ...   
44721                                NaN   
45403                                NaN   
45607                                NaN   
46048                                NaN   
46170                                0.0   

       Number of Ventilators in Use for COVID-19  \
120                                          NaN   
333                                          NaN   
543                                          NaN   
768                                          NaN   
827                                          NaN   
...                                          ...   
44721                                        NaN   
45403                                        NaN   
45607                                        NaN   
46048                                        NaN   
46170                                        0.0   

       Any Current Supply of Ventilator Supplies  \
120                                          NaN   
333                                          NaN   
543                                          NaN   
768                                          NaN   
827                                          NaN   
...                                          ...   
44721                                        NaN   
45403                                        NaN   
45607                                        NaN   
46048                                        NaN   
46170                                          N   

       One-Week Supply of Ventilator Supplies  \
120                                       NaN   
333                                       NaN   
543                                       NaN   
768                                       NaN   
827                                       NaN   
...                                       ...   
44721                                     NaN   
45403                                     NaN   
45607                                     NaN   
46048                                     NaN   
46170                                       N   

       Total Resident Confirmed COVID-19 Cases Per 1,000 Residents  \
120                                                 10.1             
333                                                673.3             
543                                                154.5             
768                                                  0.0             
827                                                946.9             
...                                                  ...             
44721                                                0.0             
45403                                               54.5             
45607                                              640.6             
46048                                               14.3             
46170                                             1000.0             

       Total Resident COVID-19 Deaths Per 1,000 Residents  \
120                                                 50.5    
333                                                198.0    
543                                                 27.3    
768                                                 64.2    
827                                                265.5    
...                                                  ...    
44721                                                0.0    
45403                                                0.0    
45607                                               62.5    
46048                                                0.0    
46170                                                0.0    

       Total Residents COVID-19 Deaths as a Percentage of Confirmed COVID-19 Cases  
120                                                500.0                            
333                                                 29.4                            
543                                                 17.6                            
768                                                  NaN                            
827                                                 28.0                            
...                                                  ...                            
44721                                                NaN                            
45403                                                0.0                            
45607                                                9.8                            
46048                                                0.0                            
46170                                                0.0                            

[706 rows x 55 columns]

Quality score for anamoly detection

# Specify the column for which you want to detect anomalies
column_name = 'Residents Weekly Admissions COVID-19'  # Replace with the column you want to analyze

# Calculate the Z-score for the selected column
z_scores = np.abs((df2[column_name] - df2[column_name].mean()) / df2[column_name].std())

# Define a threshold for anomaly detection (you can adjust this threshold)
threshold = 2.0

# Identify anomalies by comparing Z-scores to the threshold
anomalies = df2[z_scores > threshold]

# Calculate the quality score based on the number of anomalies
max_score = 100  # Maximum score

# Calculate the overall quality score based on the number of anomalies
quality_score_anomaly = max_score - (len(anomalies) / len(df2) * max_score)

print(f'Quality Score for {column_name} based on Anomaly Detection: {quality_score_anomaly:.2f}')

Quality Score for Residents Weekly Admissions COVID-19 based on Anomaly Detection: 98.47

QUALITY SCORE FOR THESE FEATURE EXTRACTION IN HELTHCARE DATA

import matplotlib.pyplot as plt


data_completeness_scores_1 = 88.5
data_consistency_scores_1 = 94.2
outliers_scores_1 = 95.3
statistical_summary_scores_1 = 89.9
categorical_cardinality_scores_1 = 99.8
anomaly_detection_scores_1 = 98.9

# Create a subplot for Dataset 1
fig, ax = plt.subplots(figsize=(10, 6))

# Labels and scores for Dataset 1
labels = ['Data Completeness', 'Data Consistency', 'Outliers', 'Statistical Summary', 'Categorical Cardinality', 'Anomaly Detection']
scores = [data_completeness_scores_1, data_consistency_scores_1, outliers_scores_1,
          statistical_summary_scores_1, categorical_cardinality_scores_1, anomaly_detection_scores_1]

# Bar colors
colors = ['red', 'blue', 'green', 'yellow', 'pink', 'skyblue']

# Annotate percentages on top of the bars
for label, score, color in zip(labels, scores, colors):
    bar = ax.bar(label, score, color=color)
    height = bar[0].get_height()
    ax.annotate(f'{score:.2f}%', xy=(bar[0].get_x() + bar[0].get_width() / 2, height), xytext=(0, 3),
                textcoords="offset points", ha='center', va='bottom', fontsize=10)

ax.set_title('Quality Scores for COVID-19 Dataset')
ax.set_ylabel('Quality Score')
ax.set_ylim(0, 110)  # Adjust the y-axis limit as needed
ax.set_xticklabels(labels, rotation=45, ha="right")
plt.tight_layout()
plt.show()

<ipython-input-36-b428aa34f480>:32: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(labels, rotation=45, ha="right")

import matplotlib.pyplot as plt


data_completeness_scores_1 = 85.2
data_consistency_scores_1 = 100
outliers_scores_1 = 86.1
statistical_summary_scores_1 = 87.8
categorical_cardinality_scores_1 = 87.3
anomaly_detection_scores_1 = 98.4

# Create a subplot for Dataset 1
fig, ax = plt.subplots(figsize=(10, 6))

# Labels and scores for Dataset 1
labels = ['Data Completeness', 'Data Consistency', 'Outliers', 'Statistical Summary', 'Categorical Cardinality', 'Anomaly Detection']
scores = [data_completeness_scores_1, data_consistency_scores_1, outliers_scores_1,
          statistical_summary_scores_1, categorical_cardinality_scores_1, anomaly_detection_scores_1]

# Bar colors
colors = ['red', 'blue', 'green', 'yellow', 'pink', 'skyblue']

# Annotate percentages on top of the bars
for label, score, color in zip(labels, scores, colors):
    bar = ax.bar(label, score, color=color)
    height = bar[0].get_height()
    ax.annotate(f'{score:.2f}%', xy=(bar[0].get_x() + bar[0].get_width() / 2, height), xytext=(0, 3),
                textcoords="offset points", ha='center', va='bottom', fontsize=10)

ax.set_title('Quality Scores for COVID-19 Dataset')
ax.set_ylabel('Quality Score')
ax.set_ylim(0, 110)  # Adjust the y-axis limit as needed
ax.set_xticklabels(labels, rotation=45, ha="right")
plt.tight_layout()
plt.show()

<ipython-input-37-c7f60dd0342e>:32: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(labels, rotation=45, ha="right")

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from nbconvert import HTMLExporter
import codecs

# Replace 'your_notebook.ipynb' with the name of your notebook file in Colab
notebook_filename = 'FE_Healthcare.ipynb'

# Create an HTML exporter instance
html_exporter = HTMLExporter()

# Read the notebook file
with codecs.open(notebook_filename, 'r', 'utf-8') as notebook_file:
    notebook_content = notebook_file.read()
    # Convert the notebook to HTML format
    (body, resources) = html_exporter.from_notebook_node(notebook_content)

# Save the HTML content to a file
with open('FE_Healthcare.html', 'w', encoding='utf-8') as html_file:
    html_file.write(body)

# Download the HTML file to your local machine
from google.colab import files
files.download('FE_Healthcare.html')

---------------------------------------------------------------------------
FileNotFoundError                         Traceback (most recent call last)
<ipython-input-12-4e4241a43a2e> in <cell line: 11>()
      9 
     10 # Read the notebook file
---> 11 with codecs.open(notebook_filename, 'r', 'utf-8') as notebook_file:
     12     notebook_content = notebook_file.read()
     13     # Convert the notebook to HTML format

/usr/lib/python3.10/codecs.py in open(filename, mode, encoding, errors, buffering)
    904         # Force opening of the file in binary mode
    905         mode = mode + 'b'
--> 906     file = builtins.open(filename, mode, buffering)
    907     if encoding is None:
    908         return file

FileNotFoundError: [Errno 2] No such file or directory: 'FE_Healthcare.ipynb'